Experiment 3
============

.. code-block:: python

   target = (
      transformed_0 * transformed_1 * transformed_2 * transformed_3
      + np.random.normal(loc=0, scale=0.2, size=n_samples)
    )


Interaction Analysis
^^^^^^^^^^^^^^^^^^^^^

feature_0 - feature_1 
"""""""""""""""""""""

**Prediction plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_1_pred.png  
   :alt: Prediction values between feature 0 and feature 1
   :width: 600px  

**Function plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_1_real.png  
   :alt: Actual interaction values between feature 0 and feature 1
   :width: 600px  

**treemind plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_1_treemind.png  
   :alt: treemind interaction values between feature 0 and feature 1
   :width: 600px  

**SHAP plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_1_shap.png  
   :alt: SHAP interaction values between feature 0 and feature 1
   :width: 600px  

feature_0 - feature_2 
"""""""""""""""""""""

**Prediction plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_2_pred.png  
   :alt: Prediction values between feature 0 and feature 2
   :width: 600px  

**Function plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_2_real.png  
   :alt: Actual interaction values between feature 0 and feature 2
   :width: 600px  

**treemind plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_2_treemind.png  
   :alt: treemind interaction values between feature 0 and feature 2
   :width: 600px  

**SHAP plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_2_shap.png  
   :alt: SHAP interaction values between feature 0 and feature 2
   :width: 600px  

feature_0 - feature_3
"""""""""""""""""""""

**Prediction plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_3_pred.png  
   :alt: Prediction values between feature 0 and feature 3
   :width: 600px  

**Function plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_3_real.png  
   :alt: Actual interaction values between feature 0 and feature 3
   :width: 600px  

**treemind plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_3_treemind.png  
   :alt: treemind interaction values between feature 0 and feature 3
   :width: 600px  

**SHAP plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_0_3_shap.png  
   :alt: SHAP interaction values between feature 0 and feature 3
   :width: 600px  


feature_1 - feature_2
"""""""""""""""""""""

**Prediction plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_1_2_pred.png  
   :alt: Prediction values between feature 1 and feature 2
   :width: 600px  

**Function plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_1_2_real.png  
   :alt: Actual interaction values between feature 1 and feature 2
   :width: 600px  

**treemind plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_1_2_treemind.png  
   :alt: treemind interaction values between feature 1 and feature 2
   :width: 600px  

**SHAP plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_1_2_shap.png  
   :alt: SHAP interaction values between feature 1 and feature 2
   :width: 600px  


feature_1 - feature_3
"""""""""""""""""""""

**Prediction plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_1_3_pred.png  
   :alt: Prediction values between feature 1 and feature 3
   :width: 600px  

**Function plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_1_3_real.png  
   :alt: Actual interaction values between feature 1 and feature 3
   :width: 600px  

**treemind plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_1_3_treemind.png  
   :alt: treemind interaction values between feature 1 and feature 3
   :width: 600px  

**SHAP plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_1_3_shap.png  
   :alt: SHAP interaction values between feature 1 and feature 3
   :width: 600px  

feature_2 - feature_3
"""""""""""""""""""""

**Prediction plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_2_3_pred.png  
   :alt: Prediction values between feature 2 and feature 3
   :width: 600px  

**Function plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_2_3_real.png  
   :alt: Actual interaction values between feature 2 and feature 3
   :width: 600px  

**treemind plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_2_3_treemind.png  
   :alt: treemind interaction values between feature 2 and feature 3
   :width: 600px  

**SHAP plot:**  

.. image:: ../_static/experiments/experiment_3/interaction_2_3_shap.png  
   :alt: SHAP interaction values between feature 2 and feature 3
   :width: 600px